首页|期刊导航|Atmospheric and Oceanic Science Letters|CLKA-LPO:A CNN-LSTM-KAN neural network for lightning potential and flash rate prediction based on atmospheric physical parameters

CLKA-LPO:A CNN-LSTM-KAN neural network for lightning potential and flash rate prediction based on atmospheric physical parameters

Hengyue Chen Tongtong Xu Yihan Du Qiyuan Yin Yihui Zhu Zhiyong Luo Yang Song Min Xia Shubin Zhao

Atmospheric and Oceanic Science Letters2026，Vol.19Issue(3)：P.28-35,8.

Atmospheric and Oceanic Science Letters2026，Vol.19Issue(3)：P.28-35,8.DOI:10.1016/j.a0sl.2025.100679

CLKA-LPO:A CNN-LSTM-KAN neural network for lightning potential and flash rate prediction based on atmospheric physical parameters

Hengyue Chen ¹Tongtong Xu ²Yihan Du ³Qiyuan Yin ⁴Yihui Zhu ²Zhiyong Luo ⁵Yang Song ²Min Xia ²Shubin Zhao⁶

作者信息

1. School of Automation,Naning University of Information Science and Technology,Nanjing,China Collaborative Innovation Center on Atmospheric Environment and Equipment Technology,Nanjing University of Information Science and Technology,Nanjing,China School of Mathematical,Physical and Computational Sciences,University of Reading,Reading RG66UR,Berkshire,United Kingdom
2. School of Automation,Naning University of Information Science and Technology,Nanjing,China Collaborative Innovation Center on Atmospheric Environment and Equipment Technology,Nanjing University of Information Science and Technology,Nanjing,China
3. School of Computer Science School of Cyber Science and Engineering,Nanjing University of Information Science and Technology,Nanjing,China
4. Key Laboratory of Lightning,China Meteorological Administration,Beijing,China Guangdong Climate Center,Guangzhou,China
5. Key Laboratory of Lightning,China Meteorological Administration,Beijing,China
6. Nanjing LES Information Technology Co.,Ltd.Nanjing,China
折叠

摘要

关键词

Lightning potential prediction/Lightning flash rate prediction/Atmospheric physical parameters/Kolmogorov-arnold(KAN)/CLKA-LPO

分类

天文与地球科学

引用本文复制引用

Hengyue Chen,Tongtong Xu,Yihan Du,Qiyuan Yin,Yihui Zhu,Zhiyong Luo,Yang Song,Min Xia,Shubin Zhao..CLKA-LPO:A CNN-LSTM-KAN neural network for lightning potential and flash rate prediction based on atmospheric physical parameters[J].Atmospheric and Oceanic Science Letters,2026,19(3):P.28-35,8.

基金项目

supported by the National Natural Science Foundation of China[grant number 12202210] （）

the Open Grants of the Key Laboratory of Lightning[grant number 2023KELL-B006] （）

the Startup Foundation for Introducing Talent of Nanjing University of Information Science and Technology[grant number 2022r095] （）

the China Postdoctoral Science Foundation[grant number 2024M751481]。（）

Atmospheric and Oceanic Science Letters

ISSN：1674-2834

访问量0

下载量0

段落导航